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- 2021
- Working Paper
Auditor Independence and Outsourcing: Aligning Incentives to Mitigate Shilling and Shirking
By: Ashley Palmarozzo, Jodi L. Short and Michael W. Toffel
Multinational corporations (MNCs) hire auditors to assess their business partners’ compliance with quality, working conditions, and environmental standards. Independent third-party auditors are widely assumed to outperform second-party auditors employed and thus...
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- September 2020
- Supplement
Spreadsheet Supplement to Artea (B) and (C)
By: Eva Ascarza and Ayelet Israeli
Spreadsheet Supplement to "Artea (B): Including Customer-level Demographic Data" and "Artea (C): Potential Discrimination through Algorithmic Targeting"
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- September 2020 (Revised December 2020)
- Supplement
Spreadsheet Supplement to Artea Teaching Note
By: Eva Ascarza and Ayelet Israeli
Spreadsheet Supplement to Artea Teaching Note 521-041. This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and...
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- September 2020 (Revised December 2020)
- Exercise
Artea: Designing Targeting Strategies
By: Eva Ascarza and Ayelet Israeli
This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and targeting. Parts (B),(C),(D) Introduce algorithmic bias. The...
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Keywords:
Algorithmic Data;
Race And Ethnicity;
Experimentation;
Promotion;
＂marketing Analytics＂;
Marketing And Society;
Big Data;
Privacy;
Data-driven Management;
Data Analytics;
Data Analysis;
E-commerce;
E-commerce Strategy;
Discrimination;
Targeted Advertising;
Targeted Policies;
Targeting;
Pricing Algorithms;
A/b Testing;
Ethical Decision Making;
Customer Base Analysis;
Customer Heterogeneity;
Coupons;
Marketing;
Race;
Gender;
Diversity;
Customer Relationship Management;
Marketing Communications;
Advertising;
Decision Making;
Ethics;
Retail industry;
apparel And accessories industry;
United States
- September 2020 (Revised December 2020)
- Teaching Note
Artea (A), (B), (C), and (D): Designing Targeting Strategies
By: Eva Ascarza and Ayelet Israeli
Teaching Note for HBS No. 521-021,521-022,521-037,521-043. This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and...
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- September 2020
- Exercise
Artea (D): Discrimination through Algorithmic Bias in Targeting
By: Eva Ascarza and Ayelet Israeli
This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and targeting. Parts (B),(C),(D) Introduce algorithmic bias. The...
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- September 2020
- Exercise
Artea (C): Potential Discrimination through Algorithmic Targeting
By: Eva Ascarza and Ayelet Israeli
This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and targeting. Parts (B),(C),(D) Introduce algorithmic bias. The...
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- September 2020
- Exercise
Artea (B): Including Customer-level Demographic Data
By: Eva Ascarza and Ayelet Israeli
This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and targeting. Parts (B),(C),(D) Introduce algorithmic bias. The...
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- September 2020
- Supplement
Spreadsheet Supplement to "Artea: Designing Targeting Strategies"
By: Eva Ascarza and Ayelet Israeli
Spreadsheet Supplement to "Artea: Designing Targeting Strategies" (521-021).
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- September 2020
- Technical Note
Algorithmic Bias in Marketing
By: Ayelet Israeli and Eva Ascarza
This note focuses on algorithmic bias in marketing. First, it presents a variety of marketing examples in which algorithmic bias may occur. The examples are organized around the 4 P’s of marketing – promotion, price, place and product—characterizing the marketing...
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Keywords:
Algorithmic Data;
Race And Ethnicity;
Promotion;
＂marketing Analytics＂;
Marketing And Society;
Big Data;
Privacy;
Data-driven Management;
Data Analysis;
Data Analytics;
E-commerce Strategy;
E-commerce;
Discrimination;
Targeting;
Targeted Advertising;
Pricing Algorithms;
Ethical Decision Making;
Customer Heterogeneity;
Marketing;
Race;
Ethnicity;
Gender;
Diversity;
Prejudice And Bias;
Marketing Communications;
Data And Data Sets;
Analysis;
Decision Making;
Ethics;
Customer Relationship Management;
Retail industry;
apparel And accessories industry;
United States
- September 2020
- Teaching Note
Algorithmic Bias in Marketing
By: Ayelet Israeli and Eva Ascarza
Teaching Note for HBS No. 521-020. This note focuses on algorithmic bias in marketing. First, it presents a variety of marketing examples in which algorithmic bias may occur. The examples are organized around the 4 P’s of marketing – promotion, price, place and...
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- September 2020 (Revised November 2020)
- Case
PDS: Ring-Fencing the Ranch
By: Dennis Campbell, Tarun Khanna and Kerry Herman
Pallak Seth, Group CEO of PDS Multinational Fashions, is contemplating options to bring better collaboration across his global apparel supply chain platform. PDS, a group of 50-plus subsidiary companies, each led by its own CEO and with different apparel industry...
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- May 2020 (Revised August 2020)
- Case
Brand Storytelling at Shinola
By: Jill Avery, Giana M. Eckhardt and Michael B. Beverland
Detroit, Michigan, aka “The Motor City,” is most known as the birthplace of most of the American classic automotive brands. It is a city filled with the rich history of the industrial age, the pride of American manufacturing, and of the soulful sounds of Motown music....
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- March 2020
- Case
Levi Strauss (A): A Pioneer Lost in the Wilderness
By: Joshua Margolis, Ashish Nanda, Margaret Cross, Imran Manji and Bismah Rahmat
In 2011, newly appointed CEO Chip Bergh needed to urgently turn around the iconic but floundering denim apparel firm, Levi Strauss & Co. (LS&Co.) Famous for its blue jeans, LS&Co. had suffered a decline in revenue of 29% from $6.8 billion in 1997 to $4.8 billion in...
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- February 2020 (Revised January 2021)
- Case
Anomalie
By: Jeffrey F. Rayport and Thomas O. Jones
In early 2019, the founders of Anomalie, an online direct-to-consumer provider of bridal gowns, have just agreed to an $13.6 million Series A investment from a Silicon Valley VC. They are considering three major initiatives as they move forward. (1) To scale their...
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- February 2020
- Case
StockX: The Stock Market of Things
By: Chiara Farronato, John J. Horton, Annelena Lobb and Julia Kelley
Founded in 2015 by Dan Gilbert, Josh Luber, and Greg Schwartz, StockX was an online platform where users could buy and sell unworn luxury and limited-edition sneakers. Sneaker resale prices often fluctuated over time based on supply and demand, creating a robust...
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Keywords:
Markets;
Auctions;
Bids And Bidding;
Demand And Consumers;
Consumer Behavior;
Data And Data Sets;
Market Design;
Market Platforms;
Two-sided Platforms;
Multi-sided Platforms;
Market Transactions;
Marketplace Matching;
Supply And industry;
Analysis;
Price;
Product Marketing;
Product Launch;
apparel And accessories industry;
Fashion industry;
North And Central America;
United States;
Michigan;
Detroit
- November 2019
- Supplement
Celebrity Fashions: Moving Ahead (B)
By: V.G. Narayanan, Tanvi Deshpande and Shreya Ramachandran
Supplements the (A) Case.
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- November 2019
- Case
Celebrity Fashions Limited (A)
By: V.G. Narayanan, Tanvi Deshpande and Shreya Ramachandran
In May 2017 in Chennai, India, the chairman of Celebrity Fashions doubted whether the company could last until the end of the year. Venkatesh Rajagopal had found that the company, a readymade garment manufacturing and exporter he founded in 1989, was having a hard time...
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- October 2019 (Revised January 2020)
- Case
Dulcie Madden (A)—Growth or Exit?
By: Shikhar Ghosh, Christopher Payton and Shweta Bagai
This is part of a three-case series that follows Dulcie Madden's journey as a founder over five years. Case (A) is about managing growth and cash flow; Case (B) is about the exit decision and conditions on a sale; Case (C) shows Madden dealing with adversity and the...
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Keywords:
Entrepreneurial Management;
Family;
Family Conflicts;
Founders' Agreements;
Growth And Development;
Cash Flow;
Hardware;
Vc;
Scaling;
Start-up;
Female Ceo;
Risk Assessment;
Entrepreneurship;
Growth Management;
Equity;
Cash Flow;
Success;
Failure;
Acquisition;
Business Model;
Technology;
Valuation;
Family And Family Relationships;
apparel And accessories industry;
Technology industry;
United States
- September 2019
- Case
Gap, Inc., 2019
By: John R. Wells and Benjamin Weinstock
In 2000, The Gap, Inc. (Gap) was the world’s largest player in specialty fashion retailing, and companies such as Inditex of Spain, H&M of Sweden, and Fast Retailing of Japan were less than a quarter of Gap’s size. But after two decades of growth, Gap’s progress...
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